{"id":"W4231133740","doi":"10.22215/etd/2018-12706","title":"An Experimental Evaluation on Air Conditioning Performance with Vairtex Air Director Applied on Residential Condenser Unit","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Condenser (optics); Refrigerant; Evaporator; Air conditioning; Gas compressor; Volumetric flow rate; Air source heat pumps; Thermal expansion valve; Heat transfer; Heat exchanger; Flow (mathematics); Room air distribution; Power consumption; Materials science; Engineering; Mechanical engineering; Environmental science; Mechanics; Power (physics); Meteorology; Thermodynamics; Physics; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000148113,0.0004511188,0.0003102409,0.0002443529,0.0002141565,0.00006269191,0.0001588558,0.0002841392,0.001134397],"category_scores_gemma":[0.000003392245,0.0004200877,0.00005456598,0.0001659673,0.00003623585,0.0001872144,0.000005716488,0.0003042063,0.0002685595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375962,"about_ca_system_score_gemma":0.00008385526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003541586,"about_ca_topic_score_gemma":0.0005062091,"domain_scores_codex":[0.998272,0.0000298408,0.0003060396,0.0004392266,0.0006680608,0.0002848358],"domain_scores_gemma":[0.9992368,0.00002368108,0.00009042462,0.0003949112,0.0001481205,0.0001060857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006572471,0.001101584,0.0006605344,0.0007488906,0.001021153,0.00003064534,0.009166651,0.7137744,0.2307371,0.007142192,0.02138597,0.007658493],"study_design_scores_gemma":[0.002944268,0.002117235,0.04133189,0.0004927943,0.0002594568,0.000007163179,0.002763617,0.5270389,0.4201174,0.00004078768,0.001038535,0.001847958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9277931,0.00003406137,0.00009149607,0.000001868595,0.0008569007,0.0005976565,0.00003260955,0.0003685578,0.07022373],"genre_scores_gemma":[0.9908407,0.000008992562,0.0002027674,0.00006486853,0.0003565818,0.0002115827,0.006131706,0.0001401784,0.002042617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1893804,"threshold_uncertainty_score":0.9998251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009344487764120578,"score_gpt":0.2646793557759271,"score_spread":0.2553348680118065,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}